{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8ee6d15a",
   "metadata": {},
   "source": [
    "## Matplotlib基本图形绘制\n",
    "[视频参考 - 绘图基本参数配置](https://www.bilibili.com/video/BV1nM411m7Cf/?p=4&spm_id_from=pageDriver&vd_source=8bd7b24b38e3e12c558d839b352b32f4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "006dba9e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据分析三剑客\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "685fc3a9",
   "metadata": {},
   "source": [
    "### 运行时配置参数\n",
    "- rcParams: runtime configuration Parameters\n",
    "- 运行时配置参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "56ab1f3d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 运行时配置参数\n",
    "# rcParams : runtime configuration Parameters\n",
    "\n",
    "# 如果浏览器不显示图片，就需要加上这句话\n",
    "%matplotlib inline\n",
    "\n",
    "# 让图片中可以显示中文\n",
    "plt.rcParams['font.sans-serif'] = 'SimHei'\n",
    "# 让图片中可以显示负号\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 支持svg矢量图\n",
    "%config Inlinebackend.figure_format = 'svg'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19f0ee40",
   "metadata": {},
   "source": [
    "- 查看自己电脑上的字体库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1652e674",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Arial',\n",
       " 'Bahnschrift',\n",
       " 'Calibri',\n",
       " 'Cambria',\n",
       " 'Candara',\n",
       " 'Cascadia Code',\n",
       " 'Cascadia Mono',\n",
       " 'Comic Sans MS',\n",
       " 'Consolas',\n",
       " 'Constantia',\n",
       " 'Corbel',\n",
       " 'Courier New',\n",
       " 'DejaVu Math TeX Gyre',\n",
       " 'DejaVu Sans',\n",
       " 'DejaVu Sans Display',\n",
       " 'DejaVu Sans Mono',\n",
       " 'DejaVu Serif',\n",
       " 'DejaVu Serif Display',\n",
       " 'DengXian',\n",
       " 'Ebrima',\n",
       " 'FangSong',\n",
       " 'Franklin Gothic Medium',\n",
       " 'Gabriola',\n",
       " 'Gadugi',\n",
       " 'Georgia',\n",
       " 'HoloLens MDL2 Assets',\n",
       " 'IQYHT',\n",
       " 'Impact',\n",
       " 'Ink Free',\n",
       " 'Javanese Text',\n",
       " 'KaiTi',\n",
       " 'Leelawadee UI',\n",
       " 'Lucida Console',\n",
       " 'Lucida Sans Unicode',\n",
       " 'MS Gothic',\n",
       " 'MT Extra',\n",
       " 'MV Boli',\n",
       " 'Malgun Gothic',\n",
       " 'Marlett',\n",
       " 'MiSans',\n",
       " 'Microsoft Himalaya',\n",
       " 'Microsoft JhengHei',\n",
       " 'Microsoft New Tai Lue',\n",
       " 'Microsoft PhagsPa',\n",
       " 'Microsoft Sans Serif',\n",
       " 'Microsoft Tai Le',\n",
       " 'Microsoft YaHei',\n",
       " 'Microsoft Yi Baiti',\n",
       " 'MingLiU-ExtB',\n",
       " 'Mongolian Baiti',\n",
       " 'Myanmar Text',\n",
       " 'Nirmala UI',\n",
       " 'Palatino Linotype',\n",
       " 'STIXGeneral',\n",
       " 'STIXNonUnicode',\n",
       " 'STIXSizeFiveSym',\n",
       " 'STIXSizeFourSym',\n",
       " 'STIXSizeOneSym',\n",
       " 'STIXSizeThreeSym',\n",
       " 'STIXSizeTwoSym',\n",
       " 'Sans Serif Collection',\n",
       " 'Segoe Fluent Icons',\n",
       " 'Segoe MDL2 Assets',\n",
       " 'Segoe Print',\n",
       " 'Segoe Script',\n",
       " 'Segoe UI',\n",
       " 'Segoe UI Emoji',\n",
       " 'Segoe UI Historic',\n",
       " 'Segoe UI Symbol',\n",
       " 'Segoe UI Variable',\n",
       " 'SimHei',\n",
       " 'SimSun',\n",
       " 'SimSun-ExtB',\n",
       " 'Sitka',\n",
       " 'Sylfaen',\n",
       " 'Symbol',\n",
       " 'Tahoma',\n",
       " 'Times New Roman',\n",
       " 'Trebuchet MS',\n",
       " 'Verdana',\n",
       " 'Webdings',\n",
       " 'Wingdings',\n",
       " 'Yu Gothic',\n",
       " 'cmb10',\n",
       " 'cmex10',\n",
       " 'cmmi10',\n",
       " 'cmr10',\n",
       " 'cmss10',\n",
       " 'cmsy10',\n",
       " 'cmtt10',\n",
       " 'icomoon'}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看自己电脑上的字体库\n",
    "from matplotlib.font_manager import FontManager\n",
    "fm = FontManager()\n",
    "my_fonts = set(f.name for f in fm.ttflist)\n",
    "my_fonts"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f93760f",
   "metadata": {},
   "source": [
    "#### 基本绘图\n",
    "- plt.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "71c6f471",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x19bc9b132b0>]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 抛物线\n",
    "x = np.linspace(-5, 5, 50)\n",
    "y = x**2\n",
    "plt.plot(x, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af4803cb",
   "metadata": {},
   "source": [
    "#### 样式和颜色\n",
    "- 样式： '-', '--', '-.', ':', '.', ',', , o, ^, v, <, >, s, +, x, D, d, 1, 2, 3, 4, h, H , p, l, _\n",
    "- 颜色： b(蓝色), g(绿色), r(红色), c(青色), m(品红), y(黄色), k(黑色), w(白色)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "294b81a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x19bcb4427f0>]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ly5ad8STIgoIC1NTUoKysDAsXLoTZbB574jDW7nKhcnAQO9rbWTaIiOic/t7dDYvHg2ydDhcnJYmOE3B+2xslOzsbS5cujbqiAQBXp6dDBeADmw013JyNiIjO4eTZGuoouMCAG7H5QaZej0t9S2C/50RRIiI6i3anE6/5ZmtcE6HjyU/FsuEnJ+bZ/76jgyeKEhHRGT3T0QEvgAVGI6ZG8GyNk7Fs+MnlKSlI1mjQ7HTiTV9jJSIiOpmiKNjuWwFfHSWrGgDLht8Y1Gp8xzdq9qm2NsFpiIgoFA3JMi4ymZCp0+HbaWmi4wTNmCeI0pmtycxEm8uFG3lFChERnUasWo2tU6ficVmGRhU93/dZNvxoZnw8/jiG+SJERBSdoqloADyMQkREFBTvWizYbbVG5cadLBsBUD04iO8fO4YPrVbRUYiIKER8v7YWF+7fj99F4YgEHkYJgJ8dP47t7e3odLtxockkOg4REQm2327H3v5+6CQJl6ekiI4TdFzZCIA1mZkAgD91daHP7RachoiIRNvuu0pxeWoqUnU6wWmCj2UjAOYbjZgZFweHLOO5zk7RcYiISKAhrxfPdHQA+PTLaLRh2QgASZKGX1BPc+YGEVFUe7GrC1avF4UGQ1RsunY6LBsBcnV6OnSShP39/dhnt4uOQ0REgpz40nl9ZiZUUbDp2umwbARIilaLK3w74HJ1g4goOtk8HjQ6HFDh0z20ohGvRgmgNZmZeKO3F6laregoREQkgFGjQe2CBTjQ349svV50HGFYNgLoS4mJaF24EPoomxRHRESfUksS5iQkiI4hFD8FA0glSSwaRERRqs3phFuWRccICfwkDAJZUfCOxYJGh0N0FCIiCpI11dXI+fBDvNrTIzqKcCwbQXDT0aO4uLwcv2lpER2FiIiCoMnhwGu9veh0u1EcEyM6jnAsG0Gw2Dea9vft7XBxSY2IKOL9rr0dMoAvJiZicmys6DjCsWwEwVeTk5Gp06HT7cY/uJxGRBTRvIoyPJ48WieGnoplIwg0KhVW+66vfoozN4iIItpbFguOO51I1GhwRWqq6DghgWUjSK7ztdvXe3txnCeKEhFFrBODHK9OT0eMWi04TWhg2QiSSTExuDgxEQo+OZZHRESRx+J246XubgA8hHIylo0gOvHC+3dfn9ggREQUEElaLcrmzMHmoiLMjo8XHSdkcIJoEC1PTcW7paVYZDKJjkJERAEyKz4es1g0RuDKRhAZ1GpclJgIKUp3/SMiimSKooiOELJYNgQZ9HrR53aLjkFERH5ydVUVvlNVhaODg6KjhByWDQGeam1F9ocf4qdNTaKjEBGRH7Q4nfhjZyee6ejg8MbTYNkQIFWrRZ/Hg+1tbXDyRUlEFPaebmuDF8AXTCbM5Pkan8GyIcCSlBRk63Tocrvxl64u0XGIiGgCPLKMp1pbAQA3Z2UJThOaWDYE0KhUuMH3gtzie4ESEVF4+ntPD1pcLpi1WlxhNouOE5JYNgRZk5kJNYB/W62o6O8XHYeIiMbpxJfG6zMzoVfxY/V0+KwIkq3XY6lvZj5XN4iIwlPN4CDetFggAVjLiaFnxLIh0C3Z2QCAZzo64PB6BachIqKxStFqsbmoCGuzslAQEyM6TsjiBFGBLk5MxP8WFuJKsxkGbtZDRBR2krVa3JuXJzpGyGPZEEiSJGzIzxcdg4iIKKB4GCWEcNQtEVH4uPXoUbzAIV6jwrIRAg719+PrFRVYU10tOgoREY3CPrsdT7S2YtWRI+jzeETHCXksGyFgSJbxl+5uPNvRgR7ul0JEFPJOXEX4dbMZaTqd4DShj2UjBMxLSMAF8fFwKgp+19YmOg4REZ2F1ePBcx0dADgxdLRYNkKAJEnDl8FubW2FzHM3iIhC1s72dgzKMkpiY/EFk0l0nLDAshEiVqSlwaRWo9bhwJsWi+g4RER0GoqiDB9CuTk7G5IkCU4UHlg2QkScWo1rMjIAAFtaWgSnISKi03nfakXV4CDiVCp8Jz1ddJywwbIRQm7yHfv7e08PmhwOwWmIiOhUGknCF0wmrExPh1HDUVWjxWcqhEyPi8OazEycFxeHRL6IiYhCzn+ZTHj//PPh5myNMeEnWoh5aupU0RGIiOgctNzddUz4bBEREZ2DR5bxy6YmdLtcoqOEJZaNEOSUZexoa8MNnChKRBQSXuruxp21tZizdy/HE4wDy0YI6nW7cePRo3i6rQ1lNpvoOEREUe9XvqsEV2VkQMXLXceMZSMEZer1uNJsBvDpC5yIiMTYZ7fj/6xWaCSJE0PHiWUjRH03JwcA8MfOTrQ7nYLTEBFFr8eamwEA3zSbkaXXC04Tnlg2QtQ8oxEXGo1wKwq2+qbVERFRcHW4XHi+sxPAp18CaexYNkLY7b79Ura0tsLJa7qJiILuydZWuBQF8xMSMN9oFB0nbI25bPT09KCwsBANDQ3D961btw6SJA3/FBcX+zNj1Pq62YxsnQ6dbjd2+Zo1EREFj83jgVaScDtXNSZkTEO9uru7sWTJkhFFAwD27t2LV155BQsXLgQAqNVqvwWMZlqVCrdkZ+Pdvj4UGAyi4xARRZ1Hiovx/dxcJGu1oqOEtTGVjRUrVmDFihXYvXv38H0ejwcVFRVYtGgR4uPj/R4w2q3Py8MP8vNFxyAiiloZPCl0wsZ0GGXbtm347ne/O+K+Q4cOQVEUlJaWIiYmBpdddhmOHz/u15DRjNsXExEFX/XgIA7194uOETHGVDaKioo+c19lZSVKSkrw/PPPo7KyElqtFmvXrj3r4zidTthsthE/dHZtTicerK/nbrBEREHwPw0NmFVWhp/yy7NfTHgjtpUrV2LlypXDtx9//HEUFRXBZrPBeIYzdzdt2oSHHnpoov90VFl15Aj+ZbHApSjYdJrSR0RE/tHidOLFri4AwKVJSYLTRAa/X/qamJgIWZbR1tZ2xj+zfv16WK3W4Z+mpiZ/x4g4t/qm1m1rbcWQ1ys4DRFR5HqipQUeRcEikwmlCQmi40SECZeNu+66C7t27Rq+vWfPHqhUKuTm5p7x7+j1ehiNxhE/dHZLUlNRYDCg1+PBsx0douMQEUWkIa8XT/oGKXKIl/9MuGyUlpZiw4YNeP/99/H2229j3bp1uPbaaxEbG+uPfOSjliTc5hvy9auWFijcdZCIyO+e7+xEj8eDPL0el6ekiI4TMSZ8zsaqVatQVVWFpUuXIiEhAcuXL8fGjRv9kY1OcX1GBn5YX4+KgQG829eHL/FYIhGR3yiKgl/59kG5LTsbGhWHbPuLpITAV2SbzQaTyQSr1cpDKudwy9Gj2NLaiqUpKXjpvPNExyEiihhNDgfm7d0Lu9eL5gsvRBIHeZ3TaD+/WdvCzO3Z2YhTqZCl10MW3xOJiCJGrsGAxgsvxNulpSwafjbhwygUXNPi4tC+cCHiNfzVERH5m16l4oZrAcCVjTDEokFE5F9VAwPwcrU4YFg2wtgemw1v9vaKjkFEFNb6PR4s3L8fUz76CI2c0hwQLBth6o+dnfjcvn246ehRtnEiognY3t6OPo8HaklCLjddCwiWjTC1OCUFyRoN6hwO/NU3VpeIiMbGI8v4hW+K9fdyc6Hi5pcBwbIRpuLUatzqG/L1s6YmDvkiIhqHF7u60Oh0wqzVYlV6uug4EYtlI4zdlp0Ng0qFj+12/NtqFR2HiCisKIqCn/lWNdZlZyNGrRacKHKxbISxNJ0O1/ia+M+4mR0R0Zi809eHff39iFGpcItvpZgCg2UjzH0vNxcSgH/09KByYEB0HCKisPGPnh4AwHUZGUjhEK+A4sCGMDc5NhbLUlNRZrejxenEjLg40ZGIiMLCzydNwhWpqcgzGERHiXgsGxHgySlTkKjRQMtNg4iIRk2SJHw+MVF0jKjAshEBzDqd6AhERGGj1+2GBHD/kyDiV+EI4pZlPNfRAbvHIzoKEVHI2nz8OPJ278bWlhbRUaIGy0YE+eqhQ1hZVYXtbW2ioxARhSSbx4MnW1vR7/Uih9NCg4ZlI4J802wGAPyiuRluWRachogo9GxrbYXN68X02Fh8NSVFdJyowbIRQValpyNNq8VxpxN/4ghzIqIRXLKMXzY3AwC+z9HkQcWyEUEMajXWcYQ5EdFpvdDZiRaXCxk6HVZyNHlQsWxEmJuzsxGrUuFAfz/eslhExyEiCgmKouAR36Tl27OzoeeogKDisx1hUrRaXJ+ZCYAjzImITjg0MICqwUHEqVS4KStLdJyow7IRge7MyYEKgFOWMeT1io5DRCTcrPh41M2fj2dnzOB8DQE41CsCFcbE4Oj8+ZgUEyM6ChFRyMg1GJDL0eRCcGUjQrFoEBF9os3pFB0h6rFsRLgulwtv9PaKjkFEJETD0BDydu/GkkOH4OBhZWF4GCWCVQ4MYM7evVADaLzwQm6hTERR5+GmJngUBQ5ZhkGtFh0nanFlI4JNj43F9NhYDMgyHvMNsiEiihatTid+69u+YUNenuA00Y1lI4JJkoQN+fkAgMdaWmDlBm1EFEV+3tQEp6Lgv4xGXMSt5IVi2Yhwy1NTMT02Fn0eD57gDodEFCW6XS5sbW0FANyfnw+Jo8mFYtmIcCpJwg98y4ePNjdjgCdIEVEU+GVzMwZlGXPi43FpcrLoOFGPZSMKrEhLQ5HBgG63G0/5mj4RUaSSFQUv+jaj3MBVjZDAshEFNCoV1uflQSdJsPC8DSKKcCpJwv65c7Fj2jQsTU0VHYcASEoIbA1qs9lgMplgtVphNBpFx4lILllGl9uNbL1edBQiIooQo/385spGlNCpVCwaRBTxagYH4RX/HZpOwbIRhfbZ7XiH288TUYRxeL1YdOAAZu7Zg2ODg6Lj0ElYNqLMrs5OzNm7FzcdPcr2T0QR5bft7Wh3uTDo9SKPG66FFJaNKPOV5GQkaTQ4OjQ0fLY2EVG4c8kyfnr8OADg3rw86FT8eAsl/G1EmQSNBnfk5AAAftLYCJmrG0QUAZ7p6MBxpxMZOh2uy8gQHYdOwbIRhdZlZyNBrcahgQH8o6dHdBwiognxyDI2+VY1vp+byw3XQhDLRhRK0mpxa3Y2AOB/GxsRAlc/ExGN25+6unBsaAgpGg3WZmaKjkOnwbIRpe7MyUGMSoU9djve5JUpRBTGXuvtBQDcmZuLeI1GcBo6Hf5WolSaToe1WVnY1dkJO/dLIaIwtmPaNFydno55CQmio9AZcIJoFLN6PDCoVNDzrG0iIhoHThClczJpNCwaRBS2jg4Oos/tFh2DRoGfNASvouDZjg58bLOJjkJENCqKomBlVRXyd+/Ga7yqLuSxbBAeamjA1VVVuLeuTnQUIqJR+XtPD8rsdngUBRfwXI2Qx7JBuCEzEzpJwrt9fXibV6YQUYiTFQUP1NcDAG7PyUGaTic4EZ0LywYh12DA2qwsAMD99fWcu0FEIe3PXV04ODAAo1qNu3NzRcehUWDZIADA+rw8GFQqfGizDV+zTkQUaryKggcbGgAAd+XmIlmrFRuIRoVlgwAAmXo9bvNNFX2AqxtEFKKe7+hA1eAgkk7a54lCH8sGDbsnNxdxKhX29vfj5e5u0XGIiD7j2NAQ1Pjk/crEaaFhg78pGmbW6XBHTg7e7utDBk+4IqIQ9D+Fhbg6PZ3vUWGGE0RpBLcsQyNJkCRJdBQiIgpxnCBK46JVqVg0iCjkvN7bi8MDA6Jj0DixbNBp9bndeKC+Hn/s7BQdhYii3JDXi+uOHMF5e/bgdV4tF5Z4zgad1vb2dvxvYyOKDAZckZoKLfdQISJBnmxtRavLhVy9Hl9MTBQdh8aBnyB0WjdlZSFNq0Wdw4Ed7e2i4xBRlBrwerHp+HEAwAP5+dw8Mkzxt0anFadWY31eHgDgx42NcMqy4EREFI0eb2lBp9uNIoMB12ZkiI5D4zTmstHT04PCwkI0+Ca4AUBFRQXmzZuHpKQk3H333RwIFSFuyspCtk6HJqcTT7e1iY5DRFHG5vHgYd+qxv8UFPBwbhgb02+uu7sbixcvHlE0nE4nlixZgjlz5qCsrAyVlZXYsWOHn2OSCAa1Ghvy8wEAP2lsxJDXKzgREUWTXzY3o9fjwbTYWFyVni46Dk3AmMrGihUrsGLFihH3vfrqq7BarXj00UcxadIkbNy4Edu3b/drSBLn+sxM5Ov1aHO5sKW1VXQcIooiZq0WqVotHioogJqX5Ie1MV2Nsm3bNhQVFeGOO+4Yvq+8vBwLFixAbGwsAGDWrFmorKw86+M4nU44nc7h2zabbSwxKIh0KhV+VFiId/v6sDw1VXQcIooiN2dn4+r0dMSp1aKj0ASNaWWjqKjoM/fZbDYUFhYO35YkCWq1GhaL5YyPs2nTJphMpuGfXG4RHNJWZWTgt9OmoTAmRnQUIooyCRoNVFzVCHsTPttGo9FAr9ePuM9gMGBwcPCMf2f9+vWwWq3DP01NTRONQUHk5QnARBRADzU04K9dXbzYIIJMeKhXcnIyKioqRtxnt9uhO8smOXq9/jMFhUJf7dAQ7q2tRbJWi21Tp4qOQ0QR6FB/P37U0AAZwIG5czE7Pl50JPKDCa9szJs3D7t37x6+3dDQAKfTieTk5Ik+NIWYdpcLf+7uxva2NlRyjwIiCoD76uogA/iG2cyiEUEmXDYWLVoEq9WKnTt3AgA2b96MSy65BGqe0BNx/stkwvLUVMj45A2BiMif3rZY8M/eXmgkCRtPOheQwp9fztnYtm0bbrrpJqSnp+PFF1/E5s2b/ZGNQtCmoiKoAfy9pwfv9fWJjkNEEUJWFNxdWwvgk4GCk31XOFJkGFfZUBQFBQUFw7eXLVuGmpoabNu2DVVVVSgpKfFXPgoxU2NjcWNWFgDg7tpayDyBi4j84IXOTuzr70eCWo0f+oYJUuTw2+zX7OxsLF26FGaz2V8PSSHqwYICxKvV2GO3409dXaLjEFGYc8kyfuA7NHtfXh7MZ7nAgMITB83TmKXrdLjHNxvlNy0tgtMQUbjTShK2TJmC/5eUhDtyckTHoQCY8KWvFJ3uys1FjEqFW7KzRUchojAnSRK+kpKCr6SkiI5CAcKyQeMSp1bj+74t6ImIxssly9BxN9eIx98wTZhXUbDPbhcdg4jCTMPQEPI+/BAPHz/OycQRjmWDJqTH7cacsjIs3LcPxx0O0XGIKIw80NCADrcbr/f28sMowvH3SxOSrNEgUaOBU1Hww/p60XGIKEzst9vxTEcHAODhSZMgcbO1iMayQRMiSRIenjQJALCzowPl/f2CExFRqFNOGuB1VVoa5iQkCE5EgcayQRP2OaMR3zKboQC4x/cGQkR0Jq/39uKtvj7oJAk/4VjyqMCyQX6xsagIWknCGxYLXuvpER2HiEKUR5Zxt2+A17rsbBTExAhORMHAskF+URQTg9t8MzfuOHYMLlkWnIiIQtFHdjuODA4iWaPBDziWPGqwbJDfPFhQgDStFslaLbrcbtFxiCgE/ZfJhINz5+L306YhWasVHYeChEO9yG9MGg0+vOACFBoMPLOciM5oelwcpsfFiY5BQcSVDfKropgYFg0i+ozDAwO8Wi2KsWxQQNg9HtxbW4vdVqvoKEQkmKIoWFtdjQvKyrCjrU10HBKAZYMC4oH6ejzc1IR1x45B5hhioqj2XGcn/mOzwaBS4ZKkJNFxSACWDQqI9fn5MKrVKLPbsaO9XXQcIhLE7vEMD/DakJ+PHINBcCISgWWDAiJdp8ODBQUAgPvq6tDHq1OIotLG48fR5nJhksGAu3JyRMchQVg2KGBuy87GtNhYdLnd+FFjo+g4RBRkNYOD+HlTEwDgF8XFMKjVghORKCwbFDA6lQqPFRcDAH7d0oLKgQHBiYgomO48dgxuRcFlyclYnJIiOg4JxLJBAfXl5GQsS02FR1Gw3jeimIgin+IrGWlaLX5ZXMxL4qMch3pRwP180iQY1WpsLCoSHYWIgkSSJNyWk4MbsrKgV/F7bbRj2aCAK4qJwe+nTxcdg4iCRFGU4ZUMFg0CeBiFBGhyOERHIKIAaXU6cX5ZGf7e3Q2FM3bIh2WDgmbA68U3Dx/G1I8/RiMLB1FEureuDuUDA9h4/LjoKBRCWDYoaGJVKnS6XBiSZdxeU8NvPUQR5l2LBc90dEAC8BhPCqWTsGxQ0EiShN9MngyNJOFvPT34a3e36EhE5CcOrxc3Hj0KALgxMxPzjEbBiSiUsGxQUM2Mj8e9ubkAgHU1NbB6PIITEZE/bDx+HDVDQ8jU6bCZV57RKVg2KOjuz8/H5JgYtLpc+AFnbxCFvcMDA9jsO0fj15MnI1GrFZyIQg3LBgWdQa3G1ilTAABbWlvxAbehJwprL3Z1wa0ouDwlBVekpoqOQyGIczZIiIuTknBtRgb+ZbHAIcui4xDRBDxYUIDz4+Nxfnw8Twql02LZIGF+MWkS1JKEBA1fhkTh7nKuaNBZ8DAKCZOo1bJoEIWxx5qb0eFyiY5BYYBlg4STFQVPt7biGxUVnL1BFCb+1t2N7x47hvP27IGdV5XRObBskHAtTiduP3YMf+7uxu/b20XHIaJzsHs8uLWmBgBwXUYGVyjpnFg2SLhcgwEPFRQAAL5XW4tOLssShbT76+vR7HSiyGDAD33/7xKdDcsGhYQ7cnIwOy4OvR4P7jp2THQcIjqDj202/LqlBQCwdcoUxKrVghNROGDZoJCgVanw1NSpkAA829mJN3p7RUciolO4ZRk3VFdDAfCd9HR8OTlZdCQKEywbFDLmGY24PTsbAHDT0aMY9HoFJyKikz3R2oqDAwNI0Wjw80mTRMehMMKzeiik/LiwEH/p7kaDw4E3LRYs5bX7RCFjdUYGaoeGMDchAWadTnQcCiMsGxRSEjQa/H7aNMSq1ZjPXSOJQopRo8FjkyeLjkFhiGWDQs6XkpJERyCik+yz21EaHw8VR5HTOPGcDQppRwYG8GhTk+gYRFHrUH8/Lty3D18uL+fwLho3rmxQyGpzOjFn714MyjJK4uJwKc98Jwoqlyxj1ZEjcCkKYtVqxPMyVxonrmxQyMrU63FdZiYA4LojR2BxuwUnIoouP2powIH+fqRoNHhqyhTu6ErjxrJBIe2nRUWYHBODVpcL63zjkYko8D6y2bDp+HEAnwzvytDrBSeicMayQSEtVq3GzmnToMInw77+3NUlOhJRxBv0erGqqgoygKvS0vCNtDTRkSjMsWxQyFtgMuG+vDwAwNrqam5pTRRgP6irw9GhIWTpdHicl7qSH7BsUFh4sKAAs+Pi0OPx8OoUogD7TkYGSmJj8dtp05Ck1YqOQxGAV6NQWNCpVPjD9Ol4ubt7eJWDiAJjTkICDsydC42K30fJP1g2KGycFx+P8+LjRccgilhNDgdyDQYAYNEgv+KricKSU5bxZGsrZEURHYUoIrzc3Y1JH32Eh31XoBD5E1c2KOzIioIvHTiAD202OGQZ383JER2JKKx1uVy4sboabkVBD+fZUABwZYPCjkqSsCo9HQBwb20tyvv7BSciCl+youDaI0fQ6XZjZlwcflRYKDoSRSCWDQpLa7OysDglBU5FwTcPH+aeDUTj9EhTE/7Z2wuDSoVnp0+HnudqUADwVUVhSZIk7Jg2Dbl6PWqGhnDT0aNQeP4G0Zh8YLXiB3V1AIDHiosxiydgU4D4rWysW7cOkiQN/xQXF/vroYlOK0WrxQszZkAN4LnOTmxvaxMdiShsWD0erKishBfAt9PSsMa3DxFRIPitbOzduxevvPIKLBYLLBYL9u/f76+HJjqjhSYTflJUBAD4YUMDhrxewYmIwoNRrcadOTkoiY3Fk9xkjQJMUvyw9uzxeJCcnIzW1lbEj2MZzmazwWQywWq1wmg0TjQORRlZUXBfXR1uzspCYUyM6DhEYcUty9DyPA0ap9F+fvvlFXbo0CEoioLS0lLExMTgsssuw/GzXKvtdDphs9lG/BCNl0qS8PCkSSwaRKNQNTAw4oRqFg0KBr+8yiorK1FSUoLnn38elZWV0Gq1WLt27Rn//KZNm2AymYZ/cnNz/RGDCADwWk8PnuvoEB2DKORY3G585eBBzN27F8cGB0XHoSjil8Mop2psbERRUREsFstpl1WcTiecTufwbZvNhtzcXB5GoQl712LBl8rLEaNSYc+cOSiJixMdiSgkKIqC5RUVeLmnB5MMBuybOxdGDec60sQE9TDKqRITEyHLMtrOcHWAXq+H0Wgc8UPkD4sSE3FpUhKGZBnfPHwYAzxhlAgA8FhLC17u6YFOkrCrpIRFg4LKL2Xjrrvuwq5du4Zv79mzByqViodHKOhUkoSd06cjU6dD1eAgbqupER2JSLg9Nhvurq0FADxaXIwLEhIEJ6Jo45dqW1paig0bNiAjIwMejwfr1q3Dtddei9jYWH88PNGYpOl0eH7GDFx84AB2tLfji4mJuCYjQ3QsIiH63G5cWVkJt6LgG2YzbsnKEh2JopBfysaqVatQVVWFpUuXIiEhAcuXL8fGjRv98dBE43JRYiL+p6AAP2xowC1Hj6I0Ph6zOR2RotB9dXVocDhQaDDg6alTOU+DhAjICaJjxTkbFAheRcFXDx7EGxYLflRQgAcKCkRHIgq6TpcLV1dVYWNhIeby/ZX8bLSf3zxDiCKWWpLwwowZeKWnB1fzMApFqTSdDm/Mni06BkU5TnOhiJak1Y4oGl5F4YZtFPH22u3Ywb2CKISwbFDU6HG78eXycvympUV0FKKAaXc6sayiAqurq/FbFg4KETyMQlHjT52deKevD+/39WF6XBz+OylJdCQiv3LKMpYfPoxmpxPTYmPxdbNZdCQiAFzZoCiyNisL30lPhxfANw8f5rhmiiiKouCmo0ex22ZDokaDv82cCRMHd1GIYNmgqCFJErZNmYL5CQmweDy4vKICtpM2pCIKZ79obsaO9naoAeyaMQOTOeeIQgjLBkUVg1qNv86ciSzfhNGrKivh5QmjFOZe6+kZMSH0y8nJghMRjcSyQVEnU6/HSzNnwqBS4ZXeXjzU0CA6EtGEHBoYgAzg+owMrMvOFh2H6DN4QI+i0jyjEdunTsUD9fX4Vlqa6DhEE3J3Xh7Oj4/HosRETgilkMSyQVHrqvR0XJGaCoNaLToK0Zi5ZBkOWR7evfUSHjqhEMbDKBTVTi4ab/b24vDAgMA0RKMjKwquOXIEFx04gA6XS3QconNi2SDCJyfYfe3QIVxaXo5Gh0N0HKIzUhQFdxw7hhc6O1ExMIAKFmQKAywbRAA+ZzRickwMWlwuXFpejm5+W6QQtfH4cfzaNwV357RpHE5HYYFlgwhAslaL12fNQq5ej+qhIXz10CH0cwYHhZhtra24v74eAPCr4mJ8Oz1dcCKi0WHZIPLJMRjwxqxZSNFosMduxxWHD8Mly6JjEQEA/tLVhZuPHgUAbMjLw+05OYITEY0eywbRSabFxeGfs2YhTqXCmxYLrjlyBDKHfpFgLlnGPbW1kAHckJmJHxcWio5ENCYsG0Sn+JzRiL/MnAmtJMGgUrFskHA6lQpvlZbizpwcbJkyhbM0KOxIiiL+ndRms8FkMsFqtcJoNIqOQwQA2G+3ozQ+nm/sJIxHlqFR8Tshha7Rfn7zVUx0BucnJAwXDa+i4L2+PrGBKKq0OZ2YXVaGv3R1iY5CNGEsG0Tn4JZlXHn4ML504ABe6OgQHYeiQLfLhcsOHkTl4CDuq6vjicoU9lg2iM5BI0lI1WqhAFhZVYU/tLeLjkQRrNPlwsXl5Tg4MIB0rRavzpoFHQ+lUJjjK5joHCRJwhNTpuD6jAzIAK45cgS/bWsTHYsiUJvTiS8eOIBDAwPI1OnwTmkpJsXEiI5FNGEsG0SjoJYkbJs6FbdkZUEBcH11Nbb4pjgS+UOzw4GLDhxA1eAgcvR6vFdaiulxcaJjEfkFywbRKKkkCY9Pnow7fcOUbqmpwePNzYJTUaR4uq0NNUNDyNfr8X5pKSbHxoqOROQ33GKeaAwkScLPJ02CXqXCL5ubMYPfPMlPflhQAI+i4MasLOQZDKLjEPkV52wQjYOiKKgdGkIxv33SBDQ6HMjS6aDlCaAUpjhngyiAJEkaUTQqBwawubERIdDdKUwcHhjA/L17sbKqCh5e2koRjodRiCaoz+3Gf5eXo93lgsXjweaiIk4dpbMq7+/HJeXl6Ha7cXRwEHavF0lc3aAIxlc30QQlarX4QV4eAODhpibcVlPDb6p0Rv+xWnHxgQPodrsxJz4eb5eWIkmrFR2LKKBYNoj8YF1ODrZOmQIJwBOtrbi8ogI2j0d0LAoxz3V04OIDB9Dr8WCB0Yh/zZ6NZBYNigIsG0R+sjYrCy+WlCBGpcKrvb34/P79OO5wiI5FIeLRpiasrKqCS1GwPDUV/5o9G4ksGhQlWDaI/OgKsxnvl5YiQ6fDoYEBPFBfLzoShYgFRiP0koR7cnPxYkkJ4tRq0ZGIgoaXvhIFQJPDgXvr6rB1yhQYNTwPO1rJigLVSScL1w0NoYjjxymC8NJXIoFyDQY8N2PGcNFQFAWv9fTw0tgocmRgABeUlaG8v3/4PhYNilYsG0RB8GhzM75y6BBuqK7mduFR4G2LBRfu34/ygQHcXlPDkklRj2WDKAj0kgQVgO3t7fjKwYOwuN2iI1GA/LatDZcePIg+jwcLjUa8WFLCuSsU9Vg2iILgtpwc/O288xCvVuPtvj58bt8+7LXbRcciP3J4vbjt6FFcX10Nj6JgRVoa3po9G2adTnQ0IuFYNoiC5GspKfi/889Hnl6PY0NDuHDfPvyiqYlL7BGgy+XC/H378JvWVgDAA/n5eG76dBh4xQkRAJYNoqCaHR+P/XPnYllqKtyKgnvq6lA1OCg6Fk1QilaLLL0eZq0W/zzvPPyosJCHTohOwmvyiIIsWavFX0pKsLW1FU5Z5jb1Ycrq8UAjSYhTq6GSJOycNg0eRUGmXi86GlHI4coGkQCSJOHm7GzckZs7fN/B/n48UF8PN69WCXm7rVaUlpVhXU3N8H1mnY5Fg+gMWDaIQoBLlvGtykr8b2MjLjpwAA1DQ6Ij0WnIioLNjY34woEDaHA48G5fH3p5ZRHRObFsEIUAnUqFhwoKYFKr8aHNhtKyMvyps1N0LDpJq9OJSw8exPr6engUBd8ym7F/7lxupEY0CiwbRCHiyrQ0HJg7FwuMRli9XlxZWYnLDx3iKodgHlnGY83NmP7xx/iXxYJYlQrbp07F8zNmwMRR9ESjwrJBFEIKYmLwfmkpHsjPh1aS8PeeHszYswcVJ428puAalGVsPn4cNq8X8xISUDZnDq7LzOTVJkRjwFpOFGK0KhV+VFiIb6el4daaGngVBSW8YiWoLG43EjUaSJIEo0aDJyZPRofbjTWZmVCzZBCNGVc2iELU9Lg4vDV7Nl6eOXP4W7TV48FN1dVodToFp4tMsqJge1sbJn/0Ef7Q0TF8/zKzGWuzslg0iMaJZYMohEmShMSTTkB8sL4eT7a1YdrHH+OXTU3w8DJZvynv78fn9+/Hmupq9Hg82NneLjoSUcRg2SAKI9dkZGB+QgLsXi/urK3FnL178bfubo48n4AmhwO3Hj2KC8rK8KHNhni1Gj+fNAmvzpolOhpRxJCUEHiXstlsMJlMsFqtMBqNouMQhbQTS/331tXB4vEAAGbHxeHBggIsN5sFpwsvT7S04I5jx+D2vQ1eaTbj0eJiZHM4F9GojPbzmysbRGFGJUm4ISsLRz/3OdyXl4d4tRrlAwP4l8UiOlpYOPn71QXx8XArCr6UmIh3Zs/GH0tKWDSIAoArG0Rhrtftxq+am3F9ZibyDAYAwAG7HXv7+/Gd9HToVPxOAQCH+vvxk8ZGZOn1eLS4eMT958XHC0xGFL5G+/nNskEUgZZXVOCl7m7k6fW4Ly8PqzIyEBeF250rioI9djs2HT+Ol7q7AQAxKhXaFi7kQC4iPxjt5zf/byOKMIqi4AsmEz60WnHc6cQtNTW4u7YWXzebsSojA19MTIz4SzhbnE4809GBne3tqBwcBABIAL5hNmNDfj6LBlGQcWWDKEINeb3Y3taGXzY3o9bhGL7/q8nJeCXCr7TY2NiIDfX1AAC9JOHKtDTcl5eHGRyORuRXXNkginIxajVuy8nBrdnZ+NBmwx86OvBCZye+nJQ0/GdsHg9+29aGb6enI12nE5h2fLyKgn9ZLPhDezu+bjYPX42zMj0dr/f2YlVGBr5hNnMlg0gwrmwQRRGnLMOrKIj1nb/xu7Y2XFddDTWABUYjLkpMxKLERCw0GpEQgh/QsqKgcmAA71uteL+vD+/09aHTt8V7NKzYEIWaoK9sVFRUYPXq1Th27BjWrFmDhx9+mBsVEYUY/SlXpqRotZifkICP7Hb8x2bDf2w2bDx+HGoA5yck4HdTp2JmiFyp4ZFl5O7ejXaXa8T9yRoNvp2WhlUZGYKSEdG5+KVsOJ1OLFmyBJdeeileeOEF3H777dixYwdWr17tj4cnogC5PDUVl6emon5oCO/29eF9qxXv9fWh3uFAmd2OjJMOrWxrbcUHVivyDYbhnwKDAbl6/YQur1UUBd1uNxodDjQ4HGh0OtHocODo4CBcioK3S0sBABqVCoUGA2weDxaaTFhkMmFRYiIuNBp5eS9RiPPLYZSXXnoJ1113HZqbmxEbG4vy8nLceuut+L//+79R/X0eRiEKLU0OB/b192NpaurwfRcfOIB3+vo+82clAJk6HWrmzx8+PPNkayuqBgZO+9iSJOEXJ825+OL+/XjPaj3tn1UB6P3854fPuWh2OJCm07FcEIWIoB5GKS8vx4IFCxAbGwsAmDVrFiorK8/4551OJ5wn7Vpps9n8EYOI/CTXYECub0DYCXfm5OCSpCQ0OhwjViEcsowhWR4uGgDwUnc3XuvtPe1jS8CIspHpm9iZpdN9umqi16PAYMB8oxHxJz1uzimZiCg8+KVs2Gw2FBYWDt+WJAlqtRoWiwVJJ535fsKmTZvw0EMP+eOfJqIgWZKaiiUnrXQAnxwC6XK70XnKeRTfMptxwRnO9Tj1TK4nJk/GjmnTPnM+CRFFDr+UDY1GA/0p+wkYDAYMDg6etmysX78ed9111/Btm82G3Nxcf0QhoiCSJAlpOh3STrls9trMzFE/RpJW6+9YRBRi/FI2kpOTUVFRMeI+u90O3Rmu29fr9Z8pJ0RERBSZ/LJuOW/ePOzevXv4dkNDA5xOJ5KTk/3x8ERERBTG/FI2Fi1aBKvVip07dwIANm/ejEsuuQTqKNz4iYiIiEby2zkb27Ztw1VXXYW7774bXq8X7733nj8emoiIiMKc3yaILlu2DDU1NSgrK8PChQth9u1RQERERNHNr5sfZGdnIzs7258PSURERGGOF7YTERFRQLFsEBERUUCxbBAREVFAsWwQERFRQLFsEBERUUCxbBAREVFAsWwQERFRQPl1zsZ4KYoC4JPdX4mIiCg8nPjcPvE5fiYhUTbsdjsAcJt5IiKiMGS322Eymc743yXlXHUkCGRZRmtrKxISEiBJkug4QtlsNuTm5qKpqQlGo1F0nIjG5zo4+DwHB5/n4ODzPJKiKLDb7cjKyoJKdeYzM0JiZUOlUiEnJ0d0jJBiNBr5Qg4SPtfBwec5OPg8Bwef50+dbUXjBJ4gSkRERAHFskFEREQBxbIRYvR6PR588EHo9XrRUSIen+vg4PMcHHyeg4PP8/iExAmiREREFLm4skFEREQBxbJBREREAcWyQURERAHFshEGLrvsMuzYsUN0jIj08ssvo6ioCBqNBvPnz0dVVZXoSERjxtdx8PF9eWxYNkLcs88+i9dff110jIhUW1uL1atXY/PmzWhpaUF+fj7WrFkjOlZEqaiowLx585CUlIS77777nPsn0NjxdRx8fF8eO5aNENbb24vvfe97mDp1qugoEamqqgobN27ElVdeifT0dNx8880oKysTHStiOJ1OLFmyBHPmzEFZWRkqKyv5TTAA+DoOLr4vj09IjCun0/ve976H5cuXY2hoSHSUiLR48eIRt6urq1FcXCwoTeR59dVXYbVa8eijjyI2NhYbN27ErbfeitWrV4uOFlH4Og4uvi+PD1c2BFq2bBkSExM/8/P444/jnXfewVtvvYWf/vSnomOGvbM9zye4XC488sgjuOWWWwQmjSzl5eVYsGABYmNjAQCzZs1CZWWl4FSRja/jwOL78vhxZUOgJ5988rTtODk5GXPnzsWWLVu40Y8fnO15PuH+++9HfHw8brzxxmBGi2g2mw2FhYXDtyVJglqthsViQVJSksBkkYuv48BxOBxYu3Yt35fHiWVDoPT09NPev2HDBsybNw9f+9rXgpwoMp3peT7hzTffxNatW7F7925otdogpYp8Go3mMyOdDQYDBgcHWTYCgK/jwPrxj3/M9+UJYNkIQc899xy6urqQmJgIABgcHMSuXbvw8ccf44knnhAbLsLU1dVh5cqV2LJlC2bMmCE6TkRJTk5GRUXFiPvsdjt0Op2gRJGLr+PA4/vyxLBshKB///vf8Hg8w7e///3vY8GCBbj22mvFhYpAQ0NDWLx4MZYtW4alS5eiv78fABAXFwdJkgSnC3/z5s3D008/PXy7oaEBTqdzxOErmji+joOD78sTw7IRgnJyckbcjo+PR2pqKlJTUwUlikyvv/46qqqqUFVVhaeeemr4/vr6ehQUFIgLFiEWLVoEq9WKnTt3YtWqVdi8eTMuueQSqNVq0dEiCl/HwcH35Ynhrq9EFDAvvfQSrrrqKiQkJMDr9eK9995DSUmJ6FhEFGQsG0QUUC0tLSgrK8PChQthNptFxyEiAVg2iIiIKKA41IuIiIgCimWDiIiIAoplg4iIiAKKZYOIiIgCimWDiIiIAoplg4iIiAKKZYOIiIgCimWDiIiIAoplg4iIiALq/wP9SlermoDjEQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plt.plot(x, y, color='c', ls='--')\n",
    "plt.plot(x, y, 'c--')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36d0289e",
   "metadata": {},
   "source": [
    "#### 画布配置\n",
    "- plt.figure()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "376365f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "a7e11a49",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画布配置\n",
    "# figsize: 画布大小， 宽高\n",
    "# dpi: 像素密度\n",
    "# facecolor: 背景颜色\n",
    "#plt.figure(figsize=(5, 3))\n",
    "#plt.figure(figsize=(15, 3))\n",
    "# dpi\n",
    "#plt.figure(figsize=(5, 3), dpi=100)\n",
    "#plt.figure(figsize=(5, 3), dpi=200)\n",
    "# facecolor\n",
    "plt.figure(figsize=(5, 3),facecolor='orange')\n",
    "\n",
    "\n",
    "# 画正弦曲线\n",
    "x = np.linspace(0, 2*np.pi)\n",
    "y = np.sin(x)\n",
    "plt.plot(x, y)\n",
    "\n",
    "# 设置网格\n",
    "plt.grid()\n",
    "\n",
    "# 展示图片\n",
    "#在Jupyter Notebook中加不加都成，但在PyCharm中必须使用这句plt.show()\n",
    "#plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01671ed9",
   "metadata": {},
   "source": [
    "#### 在一个画布上绘制多个图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "e7afb5c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x19bcbc256d0>]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,3))\n",
    "x = np.linspace(0, 8)\n",
    "\n",
    "plt.plot(x, np.sin(x))\n",
    "plt.plot(x, np.cos(x))\n",
    "plt.plot(x, -np.sin(x))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f975a431",
   "metadata": {},
   "source": [
    "#### 立即显示图片\n",
    "- plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "cb935341",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,3))\n",
    "x = np.linspace(0, 8)\n",
    "\n",
    "plt.plot(x, np.sin(x))\n",
    "plt.show()\n",
    "plt.plot(x, np.cos(x))\n",
    "#plt.show()\n",
    "plt.plot(x, -np.sin(x))\n",
    "plt.show()\n",
    "\n",
    "# Matlab默认立刻显示，如果想画到一起用hold on;\n",
    "# matplotlib默认画到一起，如果想分开显示，就用plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
